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Coffee Lab vs its rivals

Side-by-side comparison against Coffee Lab's closest competitors — identity, store metrics, ratings & sentiment, and strategic intel.

Coffee Lab
This App
Dunkin North Africa
Nemesis
Sharetea USA
Contender
Up Coffee Official
Contender
Pueblo Coffee Company
Contender
Dingtea Downtown
Contender
Served Loyalty
Peer
Coffee Map Guide
Peer
Dark Roast for Coffee Lovers
Peer
Costa Coffee Club Cyprus
Peer
Core Identity
DeveloperUpLoyalDunkin North AfricaChowbus, Inc.Fairwave Holdings LLCCrmb, LLCPEBLLA, INCServed.RUSTAM MOTYGULLINBart JacobsCRM.COM Ltd
CategoryFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & DrinkFood & Drink
PlatformiOS, AndroidiOS, AndroidiOS, AndroidiOS, AndroidiOSiOS, AndroidiOS, AndroidiOS, AndroidiOSiOS, Android
Store Metrics
Rating0.0 / 52.9 / 54.2 / 53.7 / 55.0 / 55.0 / 55.0 / 55.0 / 54.0 / 54.0 / 5
Ratings Count06485731131011
PriceFreeFreeFreeFreeFreeFreeFreeFreeFreeFree
Release DateNov 12, 2021Jul 13, 2021Jun 24, 2025Feb 10, 2025May 31, 2023Jun 19, 2024Jan 29, 2024Jul 29, 2018Jul 25, 2023Dec 10, 2019
Last UpdatedApr 23, 2026May 15, 2026Apr 30, 2026Apr 4, 2025Dec 5, 2023Mar 18, 2026Jan 30, 2024Jan 2, 2026Jul 25, 2023Feb 10, 2026
Sentiment & Reviews
Sentiment--mixed------terrible
Score--50/100------15/100
Praises--
  • Drink customization options
------
  • High quality service experiences at specific physical locations keep loyal customers returning despite app issues
Complaints--
  • Android app instability
------
  • Authentication failures during registration prevent new users from accessing loyalty points and digital offers
  • Application instability and frequent crashes disrupt the ordering process for mobile loyalty members
Requests----------
Strategic Intel
Strengths
  • AI-driven sales forecasting for merchants creates a B2B distribution barrier
  • Integrated loyalty-to-forecasting pipeline locks in cafe owners
-
  • Authentic bubble tea customization library [iOS/Android]
  • Established 1992 brand heritage [Website]
  • Centralized guest behavior data across multiple locations provides B2B value for operators
  • Focused loyalty program reduces navigation friction
  • Minimalist interface reduces cognitive load for quick, no-nonsense ordering [Platform: iOS]
  • Social gallery fosters community-driven brand loyalty
  • Boutique menu focus attracts niche tea enthusiasts
-
  • Editorial curation of 300 specialty coffee points provides high-intent discovery for urban explorers
-
  • Simplified cashback model provides immediate, easy-to-understand value to casual users
Weaknesses
  • Zero consumer rating count on iOS and Android
  • No public social proof to drive organic install velocity
-
  • 1.6-star Android-iOS rating gap [Android/iOS]
  • Lack of gamified retention loops [Feature Analysis]
  • No integrated delivery service limits utility
  • 3.67 rating on iOS indicates early-stage stability issues
  • Lacks social or habit-forming engagement features
  • No cloud-save functionality despite user demand [Platform: iOS]
  • Zero Android rating count signals poor adoption
  • No integrated delivery infrastructure
-
  • Static data model requires manual updates, creating a content freshness gap
-
  • Authentication failures during registration block new user onboarding
  • Frequent crashes disrupt the wallet access flow
Pricingfreefreefreefreefreefreefreefreefreefree
MomentumMaintenanceIntenseMaintenanceZombie-Maintenance-Maintenance-Maintenance
Update Cadence2 versions, 1 majors/6mo, ~11d avg5 versions2 versions, ~0d avg2 versions, ~136d avg-2 versions, ~0d avg-5 versions, 2 majors/6mo, ~139d avg-2 versions, ~5d avg

Compare Coffee Lab head-to-head

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with editorial review, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Coffee Lab, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

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Data licensed under CC-BY-NC 4.0